The Area of Forecasting Time Series has grown in the last years due to the great number of applications in control, economy, medicine, etc. In this paper we present some algorithms of Artificial Neural Networks that has shown good results to predict time series. We use like standard example the sunspots forecast- ing to compare with other algorithms.